{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from lifelines.fitters.piecewise_exponential_regression_fitter import PiecewiseExponentialRegressionFitter\n",
    "from lifelines import *\n",
    "from lifelines.generate_datasets import piecewise_exponential_survival_data\n",
    "plt.style.use('bmh')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this code can be skipped\n",
    "# generating piecewise exponential data to look like a monthly churn curve. \n",
    "\n",
    "N, d = 2000, 2\n",
    "\n",
    "# some numbers take from http://statwonk.com/parametric-survival.html\n",
    "breakpoints = (1, 31, 34, 62, 65, 93, 96)\n",
    "\n",
    "betas = np.array(\n",
    "    [\n",
    "        [1.0, -0.2, np.log(15)],\n",
    "        [5.0, -0.4, np.log(333)],\n",
    "        [9.0, -0.6, np.log(18)],\n",
    "        [5.0, -0.8, np.log(500)],\n",
    "        [2.0, -1.0, np.log(20)],\n",
    "        [1.0, -1.2, np.log(500)],\n",
    "        [1.0, -1.4, np.log(20)],\n",
    "        [1.0, -3.6, np.log(250)],\n",
    "    ]\n",
    ")\n",
    "\n",
    "X = 0.1 * np.random.exponential(size=(N, d))\n",
    "X = np.c_[X, np.ones(N)]\n",
    "\n",
    "T = np.empty(N)\n",
    "for i in range(N):\n",
    "    lambdas = np.exp(-betas.dot(X[i, :]))\n",
    "    T[i] = piecewise_exponential_survival_data(1, breakpoints, lambdas)[0]\n",
    "\n",
    "T_censor = np.minimum(T.mean() * np.random.exponential(size=N), 110) # 110 is the end of observation, eg. current time. \n",
    "\n",
    "df = pd.DataFrame(X[:, :-1], columns=['var1', 'var2'])\n",
    "df[\"T\"] = np.minimum(T, T_censor)\n",
    "df[\"E\"] = T <= T_censor\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Empircally observed SaaS churn\n",
    "\n",
    "A subscribtion-as-a-service company has a typical customer churn pattern. During periods of no billing, the churn is relatively low compared to periods of billing (typically every 30 or 365 days). This results in a distinct survival function for customers. See below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 647
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmf = KaplanMeierFitter().fit(df['T'], df['E'])\n",
    "kmf.plot(figsize=(11,6));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To borrow a term from finance, we clearly have different _regimes_ that a customer goes through: periods of low churn and periods of high churn, both of which are predictable. This predictability and \"sharp\" changes in hazards suggests that a piecewise hazard model may work well: hazard is constant during intervals, but varies over different intervals. \n",
    "\n",
    "Furthermore, we can imagine that inidivdual customer variables influence their likelihood to churn as well. Since we have baseline information, we can fit a regression model. For simplicity, let's assume that a customer's hazard is constant in each period, however it varies over each customer (heterogenity in customers). \n",
    "\n",
    "Our hazard model looks like¹:\n",
    "$$\n",
    " h(t\\;|\\;x) = \\begin{cases}\n",
    "                        \\lambda_0(x)^{-1},  & t \\le \\tau_0 \\\\\n",
    "                        \\lambda_1(x)^{-1} & \\tau_0 < t \\le \\tau_1 \\\\\n",
    "                        \\lambda_2(x)^{-1} &  \\tau_1 < t \\le \\tau_2 \\\\\n",
    "                        ...\n",
    "                      \\end{cases}\n",
    "$$\n",
    "\n",
    "and $\\lambda_i(x) = \\exp(\\mathbf{\\beta}_i x^T), \\;\\; \\mathbf{\\beta}_i = (\\beta_{i,1}, \\beta_{i,2}, ...)$. That is, each period has a hazard rate, $\\lambda_i$ the is the exponential of a linear model. The parameters of each linear model are unique to that period - different periods have different parameters (later we will generalize this).  \n",
    "\n",
    "Why do I want a model like this? Well, it offers lots of flexibilty (at the cost of efficiency though), but importantly I can see:\n",
    "\n",
    "1. Influence of variables over time.\n",
    "2. Looking at important variables at specific \"drops\" (or regime changes). For example, what variables cause the large drop at the start? What variables prevent death at the second billing?\n",
    "3. Predictive power: since we model the hazard more accurately (we hope) than a simpler parametric form, we have better estimates of a subjects survival curve. \n",
    "\n",
    "¹ I specifiy the reciprocal because that follows lifelines convention for exponential and Weibull hazards. In practice, it means the interpretation of the sign is possibly different. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pew = PiecewiseExponentialRegressionFitter(\n",
    "    breakpoints=breakpoints)\\\n",
    "    .fit(df, \"T\", \"E\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above we fit the regression model. We supplied a list of breakpoints that we inferred from the survival function and from our domain knowledge. \n",
    "\n",
    "Let's first look at the average hazard in each interval, over time. We should see that during periods of high customer churn, we also have a high hazard. We should also see that the hazard is constant in each interval. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Hazard')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 705
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1)\n",
    "kmf.plot(figsize=(11,6), ax=ax);\n",
    "ax.legend(loc=\"upper left\")\n",
    "ax.set_ylabel(\"Survival\")\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "\n",
    "pew.predict_cumulative_hazard(\n",
    "        pew._norm_mean.to_frame(name='average hazard').T,\n",
    "        times=np.arange(0, 110),\n",
    "    ).diff().plot(ax=ax2, c='k', alpha=0.80)\n",
    "ax2.legend(loc=\"upper right\")\n",
    "ax2.set_ylabel(\"Hazard\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's obvious that the highest average churn is in the first few days, and then high again in the latter billing periods. \n",
    "\n",
    "So far, we have only been looking at the aggregated population - that is, we haven't looked at what variables are associated with churning. Let's first start with investigating what is causing (or associated with) the drop at the second billing event (~day 30). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4))\n",
    "pew.plot(parameters=['lambda_2_'], ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this forest plot, we can see that the `var1` has a _protective_ effect, that is, customers with a high `var1` are much less likely to churn in the second billing periods. `var2` has little effect, but possibly negative. From a business point of view, maximizing `var1` for customers would be a good move (assuming it's a causal relationship).  \n",
    "\n",
    "We can look at all the coefficients in one large forest plot, see below. We see a distinct alternating pattern in the `_intercepts` variable. This makes sense, as our hazard rate shifts between high and low churn regimes. The influence of `var1` seems to spike in the 3rd regime (`lambda_2_`), and then decays back to zero. The influence of `var2` looks like it starts to become more negative over time, that is, is associated with more churn over time. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 587,
       "width": 687
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "pew.plot(ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we suspect there is some parameter sharing between intervals, or we want to regularize (and hence share information) between intervals, we can include a penalizer which penalizes the variance of the estimates per covariate.\n",
    "\n",
    "Note: we do _not_ penalize the intercept, currently. This is a modellers decision, but I think it's better not too.\n",
    "\n",
    "Specifically, our penalized log-likelihood, $PLL$, looks like:\n",
    "\n",
    "$$\n",
    "PLL = LL - \\alpha \\sum_j \\hat{\\sigma}_j^2\n",
    "$$\n",
    "\n",
    "where $\\hat{\\sigma}_j$ is the standard deviation of $\\beta_{i, j}$ over all periods $i$. This acts as a regularizer and much like a multilevel component in Bayesian statistics. In the above inference, we implicitly set $\\alpha$ equal to 0. Below we examine some more cases of varying $\\alpha$. First we set $\\alpha$ to an extremely large value, which should push the variances of the estimates to zero. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 587,
       "width": 687
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extreme case, note that all the covariates' parameters are almost identical. \n",
    "pew = PiecewiseExponentialRegressionFitter(\n",
    "    breakpoints=breakpoints, \n",
    "    penalizer=20.0)\\\n",
    "    .fit(df, \"T\", \"E\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "pew.plot(ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we suspected, a very high penalizer will constrain the same parameter between intervals to be equal (and hence 0 variance). This is the same as the model: \n",
    "\n",
    "$$\n",
    " h(t\\;|\\;x) = \\begin{cases}\n",
    "                        \\lambda_0(x)^{-1},  & t \\le \\tau_0 \\\\\n",
    "                        \\lambda_1(x)^{-1} & \\tau_0 < t \\le \\tau_1 \\\\\n",
    "                        \\lambda_2(x)^{-1} &  \\tau_1 < t \\le \\tau_2 \\\\\n",
    "                        ...\n",
    "                      \\end{cases}\n",
    "$$\n",
    "\n",
    "and $\\lambda_i(x) = \\exp(\\mathbf{\\beta} x^T), \\;\\; \\mathbf{\\beta} = (\\beta_{1}, \\beta_{2}, ...)$. Note the resuse of the $\\beta$s between intervals. \n",
    "\n",
    "This model is the same model proposed in [\"Piecewise Exponential Models for Survival Data with Covariates\"](https://projecteuclid.org/euclid.aos/1176345693). \n",
    "\n",
    "One nice property of this model is that because of the extreme information sharing between intervals, we have maximum information for inferences, and hence small standard errors per parameter. However, if the parameters effect is truely time-varying (and not constant), then the standard error will be inflated and a less constrained model is better.   \n",
    "\n",
    "Below we examine a inbetween penalty, and compare it to the zero penalty. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 587,
       "width": 687
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# less extreme case\n",
    "pew = PiecewiseExponentialRegressionFitter(\n",
    "    breakpoints=breakpoints, \n",
    "    penalizer=.25)\\\n",
    "    .fit(df, \"T\", \"E\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "pew.plot(ax=ax, fmt=\"s\", label=\"small penalty on variance\")\n",
    "\n",
    "# compare this to the no penalizer case\n",
    "pew_no_penalty = PiecewiseExponentialRegressionFitter(\n",
    "    breakpoints=breakpoints, \n",
    "    penalizer=0)\\\n",
    "    .fit(df, \"T\", \"E\")\n",
    "\n",
    "pew_no_penalty.plot(ax=ax, c=\"r\", fmt=\"o\", label=\"no penalty on variance\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that: \n",
    "\n",
    "1) on average, the standard errors are smaller in the penalty case\n",
    "2) parameters are pushed closer together (the will converge to their average if we keep increasing the penalty)\n",
    "3) the intercepts are barely effected. \n",
    "\n",
    "I think, in practice, adding a small penalty is the right thing to do. It's extremely unlikely that intervals are independent, and extremely unlikely that parameters are constant over intervals. \n",
    "\n",
    "\n",
    "Like all _lifelines_ models, we have prediction methods too. This is where we can see customer heterogenity vividly. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 299,
       "width": 591
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Some prediction methods\n",
    "pew.predict_survival_function(df.loc[0:3]).plot(figsize=(10, 5));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 301,
       "width": 591
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pew.predict_cumulative_hazard(df.loc[0:3]).plot(figsize=(10, 5));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>96.035176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>95.994731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         0.5\n",
       "0        inf\n",
       "1        inf\n",
       "2  96.035176\n",
       "3  95.994731\n",
       "4        inf\n",
       "5        inf"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pew.predict_median(df.loc[0:5])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
